Build vs buy

You can build this. The question is whether it works.

Wiring a frontier model into a CI loop takes a weekend. Getting it to produce evidence you can act on is a different problem.


What the weekend version doesn't have

The hard parts aren't the model.

  • A living application model, rebuilt as the app changes.
  • An attack corpus built by researchers who breach applications for a living.
  • A deterministic execution harness.
  • Reproducibility across runs.
  • Fix verification.
Run yours against ours

Same application, same window. Compare proven exploits, not findings.